{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# An introduction to Turing \n",
    "\n",
    "[Turing](https://github.com/yebai/Turing.jl) is a general-purpose probabilistic programming system in Julia. Here we describe how to run a very simple Turing program. \n",
    "A *probabilistic program* is Julia code wrapped in a `@model` macro. It can use arbitrary Julia code, but to ensure correctness of inference it should not have external effects or modify global state. You can create your own `@model` using any distribution within the Distributions package. The list of such distributions supported is comprehensive: \n",
    "https://juliastats.github.io/Distributions.jl/latest/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mEnvironment variable CMDSTAN_HOME not found. Use set_cmdstan_home!.\u001b[39m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Turing]: AD chunk size is set as 40\n"
     ]
    }
   ],
   "source": [
    "# Load packages\n",
    "using Turing, Distributions\n",
    "using Gadfly\n",
    "using Mamba: describe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A simple Gaussian model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gdemo (generic function with 2 methods)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@model gdemo(x) = begin\n",
    "  s ~ InverseGamma(2,3)\n",
    "  m ~ Normal(0,sqrt(s))\n",
    "  x[1] ~ Normal(m, sqrt(s))\n",
    "  x[2] ~ Normal(m, sqrt(s))\n",
    "  return s, m\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Inference by Markov Chain Monte Carlo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Turing]:  Assume - `s` is a parameter\n",
      " @~(::ANY, ::ANY) at compiler.jl:76\n",
      "[Turing]:  Assume - `m` is a parameter\n",
      " @~(::ANY, ::ANY) at compiler.jl:76\n",
      "[Turing]:  Observe - `x` is an observation\n",
      " @~(::ANY, ::ANY) at compiler.jl:57\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "\u001b[32m[PG] Sampling...  0%  ETA: 0:10:00\u001b[39m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[PG] Finished with\n",
      "  Running time    = 2.874565592000001;\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "\u001b[32m[PG] Sampling...100% Time: 0:00:03\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "c = sample(gdemo([1.5, 2]), PG(50,300));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterations = 1:300\n",
      "Thinning interval = 1\n",
      "Chains = 1\n",
      "Samples per chain = 300\n",
      "\n",
      "Empirical Posterior Estimates:\n",
      "            Mean        SD       Naive SE       MCSE       ESS   \n",
      "      m 1.283106302 0.86843765 0.0501392710 0.035349758 300.00000\n",
      "      s 2.175592527 2.29070718 0.1322540408 0.202269380 128.25635\n",
      "elapsed 0.009581885 0.10427617 0.0060203875 0.007156029 212.33713\n",
      "     lp 0.000000000 0.00000000 0.0000000000 0.000000000       NaN\n",
      "\n",
      "Quantiles:\n",
      "             2.5%         25.0%       50.0%       75.0%        97.5%   \n",
      "      m -0.3521089923 0.7327528469 1.215917462 1.656721769 3.2373980851\n",
      "      s  0.5087202457 0.9997178308 1.599425132 2.486534246 7.1430943429\n",
      "elapsed  0.0019611206 0.0022366162 0.002290959 0.002341727 0.0064985894\n",
      "     lp  0.0000000000 0.0000000000 0.000000000 0.000000000 0.0000000000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Describe the result.\n",
    "describe(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=48982, maxsize=Inf, ptr=48983, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 567.0, 378.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 567.0, 378.0, #undef), Ptr{Void} @0x0000000006780010), 566.9291338582677, 377.9527559055118, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = plot(c);  draw(PNG(15cm, 10cm), gridstack([p1[1] p1[2]; p1[7] p1[8]]));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "[Turing]:  Assume - `s` is a parameter\n",
      " @~(::ANY, ::ANY) at compiler.jl:76\n",
      "\r",
      "[Turing]:  Assume - `m` is a parameter\n",
      " @~(::ANY, ::ANY) at compiler.jl:76\n",
      "\r",
      "[Turing]:  Observe - `x` is an observation\n",
      " @~(::ANY, ::ANY) at compiler.jl:57\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[HMC] Sampling...  0%  ETA: 0:30:32\u001b[39m\u001b[34m\n",
      "  ϵ:         0.3\u001b[39m\u001b[34m\n",
      "  α:         0.9756066081165262\u001b[39m\u001b[34m\n",
      "\u001b[K\u001b[Acond:  [1.0, 1.0]\u001b[39m"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[HMC] Finished with\n",
      "  Running time        = 2.574756531999999;\n",
      "  Accept rate         = 0.974;\n",
      "  #lf / sample        = 9.99;\n",
      "  #evals / sample     = 9.992;\n",
      "  pre-cond. diag mat  = [1.0, 1.0].\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "\u001b[K\u001b[A\r",
      "\u001b[K\u001b[A\r",
      "\u001b[32m[HMC] Sampling...100% Time: 0:00:03\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "c2 = sample(gdemo([1.5, 2]), HMC(1000, 0.3, 10));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iterations = 1:1000\n",
      "Thinning interval = 1\n",
      "Chains = 1\n",
      "Samples per chain = 1000\n",
      "\n",
      "Empirical Posterior Estimates:\n",
      "             Mean                SD                     Naive SE                     MCSE                ESS   \n",
      "      m  1.1604957176 0.8011980671679307386412 0.025336107491752322962153 0.027168899420288827872838  869.63236\n",
      " lf_num  9.9900000000 0.3162277660168392734441 0.010000000000000041841530 0.009999999999999965513697 1000.00000\n",
      "      s  1.9916798880 1.7921500866003572394192 0.056672761825251355416455 0.088616947815708183022743  408.99235\n",
      "elapsed  0.0025806462 0.0445221731926765604270 0.001407914736693485855540 0.001787383588029511178805  620.46484\n",
      "     lp -5.7192571940 1.0930098516533408581353 0.034564006362273143324604 0.052077944623377663002639  440.49449\n",
      " lf_eps  0.3000000000 0.0000000000000013329343 0.000000000000000042151082 0.000000000000000018503717 1000.00000\n",
      "\n",
      "Quantiles:\n",
      "             2.5%           25.0%         50.0%         75.0%         97.5%    \n",
      "      m -0.50076252090  0.69806377341  1.1700756038  1.6490490864  2.7013243385\n",
      " lf_num 10.00000000000 10.00000000000 10.0000000000 10.0000000000 10.0000000000\n",
      "      s  0.57869029339  1.05186282910  1.5680228915  2.3007867780  5.8260405821\n",
      "elapsed  0.00051890615  0.00067146925  0.0006923165  0.0007290385  0.0010035747\n",
      "     lp -8.63387344207 -6.17601076443 -5.3979272521 -4.9121837974 -4.6328264837\n",
      " lf_eps  0.30000000000  0.30000000000  0.3000000000  0.3000000000  0.3000000000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "describe(c2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=58118, maxsize=Inf, ptr=58119, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 567.0, 378.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 567.0, 378.0, #undef), Ptr{Void} @0x00000000067800c0), 566.9291338582677, 377.9527559055118, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p2 = plot(c2);  draw(PNG(15cm, 10cm), gridstack([p2[1] p2[2]; p2[9] p2[10]]));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Julia 0.6.0",
   "language": "julia",
   "name": "julia-0.6"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
